{ "title": "gemma-4-26B-A4B-it quantization analysis", "subtitle": "Mean KL divergence against on-disk size", "routed": true, "quants": [ { "id": "RedHatAI/gemma-4-26B-A4B-it-FP8-dynamic", "creator": "RedHatAI", "type": "fp8_per_channel", "disk_size_gib": 26.675, "size_source": null, "mean_kld": 0.6941503893869376, "qxq_mean_kld": 0.6941503893869376, "bxq_mean_kld": 0.49783177349682506, "routing_intervention_delta": 0.19631861589011257, "routing_flip_rate": 0.5068283785892634, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "RedHatAI/gemma-4-26B-A4B-it-NVFP4", "creator": "RedHatAI", "type": "nvfp4", "disk_size_gib": 15.296, "size_source": null, "mean_kld": 1.7796875428831238, "qxq_mean_kld": 1.7796875428831238, "bxq_mean_kld": 1.5432401050586961, "routing_intervention_delta": 0.23644743782442768, "routing_flip_rate": 0.7473390513895674, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "bg-digitalservices/Gemma-4-26B-A4B-it-NVFP4", "creator": "bg-digitalservices", "type": "nvfp4", "disk_size_gib": 15.295, "size_source": null, "mean_kld": 1.8230729220653046, "qxq_mean_kld": 1.8230729220653046, "bxq_mean_kld": 1.5936130240113748, "routing_intervention_delta": 0.22945989805392975, "routing_flip_rate": 0.7452410667033057, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "unsloth/gemma-4-26B-A4B-it-NVFP4", "creator": "unsloth", "type": "nvfp4", "disk_size_gib": 15.749, "size_source": null, "mean_kld": 1.1384601916109958, "qxq_mean_kld": 1.1384601916109958, "bxq_mean_kld": 0.9558649460177937, "routing_intervention_delta": 0.18259524559320206, "routing_flip_rate": 0.6530839083618303, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "Neural-ICE/Gemma-4-26B-A4B-it-NVFP4", "creator": "Neural-ICE", "type": "nvfp4", "disk_size_gib": 15.295, "size_source": null, "mean_kld": 1.8228142090582435, "qxq_mean_kld": 1.8228142090582435, "bxq_mean_kld": 1.5851210894611856, "routing_intervention_delta": 0.23769311959705797, "routing_flip_rate": 0.7447776938134397, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "cyankiwi/gemma-4-26B-A4B-it-AWQ-4bit", "creator": "cyankiwi", "type": "int4_g32_sym", "disk_size_gib": 16.011, "size_source": null, "mean_kld": 1.0262681996551193, "qxq_mean_kld": 1.0262681996551193, "bxq_mean_kld": 0.8408878556735466, "routing_intervention_delta": 0.18538034398157266, "routing_flip_rate": 0.6273694481761928, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "dhruvil237/gemma-4-26B-A4B-it-W4A16", "creator": "dhruvil237", "type": "int4_g64_sym", "disk_size_gib": 14.582, "size_source": null, "mean_kld": 1.1592606765413036, "qxq_mean_kld": 1.1592606765413036, "bxq_mean_kld": 1.012523505709699, "routing_intervention_delta": 0.14673717083160454, "routing_flip_rate": 0.6673004065909461, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "Intel/gemma-4-26B-A4B-it-int4-AutoRound", "creator": "Intel", "type": "int4_g128_sym", "disk_size_gib": 14.312, "size_source": null, "mean_kld": 1.1781628757528868, "qxq_mean_kld": 1.1781628757528868, "bxq_mean_kld": 0.9030819986997021, "routing_intervention_delta": 0.27508087705318474, "routing_flip_rate": 0.9307273007924877, "exact_repeat": true, "bxq_omission_reason": null }, { "id": "lcu0312/gemma-4-26B-A4B-it-AWQ-4bit", "creator": "lcu0312", "type": "int4_g32_sym", "disk_size_gib": 16.006, "size_source": null, "mean_kld": 1.235872207926137, "qxq_mean_kld": 1.235872207926137, "bxq_mean_kld": 1.0800963559708499, "routing_intervention_delta": 0.1557758519552872, "routing_flip_rate": 0.6618055767586712, "exact_repeat": true, "bxq_omission_reason": null } ], "excluded_candidates": [ { "hf_repo": "cklaus/gemma-4-26B-A4B-it-NVFP4", "revision": "54218eb0fd33da17632f0d91be841d09a7724a6c", "reason": "Scored on vLLM fdc0b57e while every other candidate scored on c798225a, so its report binds a reference capture the family no longer publishes (Law 12) and it ranks in a comparability group of one. Withdrawn rather than rescored: no measurement of this checkpoint is in question, only the provenance it carries." } ] }